Abstract
Introduction
In patients with COPD, dual bronchodilator (long-acting muscarinic antagonist (LAMA)/long-acting β2-agonist (LABA)) and triple therapy (inhaled corticosteroid/LAMA/LABA) reduce the risk of exacerbations and lung function decline in the short–mid-term, but their long-term impact is unknown. This modelling study explores long-term impact of these therapies on lung function decline, quality of life (QoL) and all-cause mortality.
Methods
This modelling approach used a longitudinal nonparametric superposition model using published data regarding exacerbations, QoL (assessed by St George's Respiratory Questionnaire (SGRQ)) and mortality. The model simulated disease progression from 40 to 75 years of age and assessed the impact of initiating dual bronchodilator at age 45 years (“LAMA/LABA only” group) and escalation to triple therapy at age 50 years (“Escalation to triple” group) on forced expiratory volume in 1 s (FEV1) decline, QoL and mortality.
Results
Model simulation predicted that by 75 years of age, “LAMA/LABA only” preserves 159.1 mL of FEV1 versus no treatment, while “Escalation to triple” preserves an additional 376.5 mL and 217.3 mL of FEV1 versus no pharmacotherapy and “LAMA/LABA only”, respectively. In “LAMA/LABA only”, the SGRQ score reduces (−3.2) versus no treatment, which further reduces to −7.5 in “Escalation to triple”. In “LAMA/LABA only”, mortality reduces by 5.4% by 75 years versus no treatment, while the “Escalation to triple” shows further decrease in mortality by 12.0%.
Conclusion
Early pharmacotherapy initiation and escalation from dual bronchodilator to triple therapy could slow disease progression by preserving lung function and improving QoL and survival in patients with COPD.
Shareable abstract
DEPICT-2, a modelling study investigating long-term outcomes for pharmacotherapy in COPD, found that early escalation to ICS + dual bronchodilator triple therapy from dual bronchodilators may result in improved lung function and QoL, and reduced mortality https://bit.ly/3XjoND5
Introduction
COPD is characterised by progressive lung function decline [1, 2], which tends to be more rapid in mild-to-moderate COPD compared with severe COPD [1]. The rate of decline is also more rapid in patients experiencing frequent exacerbations compared with nonexacerbating patients, and in smokers compared with nonsmokers [3]. There are many consequences of exacerbations, including increased risk of future exacerbations and mortality, as well as a decrease in quality of life (QoL) and accelerated lung function decline [4, 5].
The main goals of COPD management are to reduce symptom burden, improve health status, prevent exacerbations, reduce lung function decline and reduce risk of mortality [1]. While bronchodilator(s) improve respiratory symptoms, randomised controlled trials (RCTs), such as IMPACT and ETHOS, have shown that inhaled corticosteroid (ICS)-based triple therapies reduce the risk of exacerbation and decrease the risk of mortality compared with dual bronchodilator in patients with history of exacerbations [6, 7]. The timing of initiation of pharmacotherapy also plays a key role as early initiation may result in exacerbation reduction, reduction in the rate of decline of lung function and improvement in QoL, compared with pharmacotherapy initiated when the disease has become more severe [8, 9].
Most current clinical trials in COPD have much shorter follow-up times; hence, clinical data spanning the lifetime duration of disease (≥30 years) are not available. As the long-term effects of initiation of pharmacotherapy in the early stages of the disease course are difficult to evaluate in a clinical setting, a modelling approach was utilised in the initial DEPICT study (DElaying Disease Progression In COPD with Early Initiation of Dual Bronchodilator or Triple Inhaled PharmacoTherapy (DEPICT): A Predictive Modelling Approach) [10]. The study explored the effects of dual and triple therapies initiated at different time points during the course of the disease on lung function decline, and demonstrated the benefits associated with early intervention, especially with triple therapy, in reducing the loss of lung function [10]. The DEPICT study modelled the effects of triple therapy at an early stage of the disease, despite current practice and recommendations suggesting that triple therapy is introduced as an escalation from dual bronchodilators, mainly in patients who have already experienced exacerbations. Moreover, DEPICT did not evaluate the effects of early pharmacotherapy on other parameters, such as QoL and survival [10].
In this DEPICT-2 study, through a modelling approach, we aimed to simulate the long-term benefits of treatment initiation with dual bronchodilators at 45 years of age and the effects of escalation from dual bronchodilator to triple therapy at 50 years of age on lung function decline (forced expiratory volume in 1 s (FEV1)), QoL (St George's Respiratory Questionnaire (SGRQ)) and all-cause mortality in COPD.
Methods
Model structure and input
The modelling approach utilised the data extracted from published literature to construct a longitudinal nonparametric superposition model. A detailed model structure has been presented previously [10]. For baseline assumptions, a comprehensive targeted literature search was conducted using PubMed and Google Scholar databases to identify relevant studies on lung function (FEV1), QoL (SGRQ) and mortality in COPD. Search terms specified the topics of interest. Further relevant data were identified through grey literature search. Studies presenting data from RCTs, pooled analyses, retrospective studies and real-world observational studies conducted in COPD patients were included.
The targeted search topics included:
1) Impact of COPD severity on lung function decline, QoL and mortality.
2) Impact of COPD exacerbations on lung function decline, QoL and mortality.
3) Impact of pharmacotherapy and escalation from dual bronchodilator to triple therapy on lung function decline, QoL and mortality.
All interventional and noninterventional studies conducted in human populations and published in English were included. No timeframe was specified. All retrieved citations were screened by two independent reviewers, as per predefined eligibility criteria, after removing duplicates. Discrepancies were resolved by a third reviewer by consensus after discussion. Full-text publications were obtained and screened, and those satisfying the inclusion criteria were included for data extraction. After the selection of eligible studies, data were extracted in a predetermined Microsoft Excel spreadsheet. The extracted data were utilised to form baseline assumptions for FEV1, SGRQ and mortality.
Model assumptions
In this model, we considered the impact of two factors on the progression of COPD. First, exacerbations on lung function decline, and second, the effect of pharmacotherapy in reducing the frequency of exacerbations and hence slowing COPD progression, were superimposed on the underlying changes in lung function with time (FEV1, mL⋅year−1), SGRQ and mortality.
The model included the following assumptions for FEV1, SGRQ and mortality (survival) in COPD over the lifetime of the disease (age 40 to 75 years):
1) In the general population (no COPD diagnosis, no respiratory symptoms and nonsmokers), lung function declines at a constant rate, which was used as a benchmark to assess the per cent decline in COPD [1, 10]. Generally, the downward trajectory of FEV1 in COPD patients is steeper than the regular annual lung function decline in the healthy population.
2) FEV1 declines at different rates in patients with COPD as the disease progresses over time. The decline in lung function is more rapid with less airflow obstruction (Global Initiative for Chronic Obstructive Lung Disease (GOLD) grades 1 and 2), while it is less rapid with greater airflow obstruction (GOLD grades 3 and 4) [11, 12]. Pharmacotherapy reduces the rate of lung function decline by reducing the frequency of exacerbations.
3) Exacerbations accelerate lung function decline in COPD. Based on published data, the impact of exacerbations was simulated as 1) a progressive increase in exacerbation frequency (0.5→1.0→2.0→3.0 exacerbations per year) and 2) an additional decline of 200 mL in lung function (including a reversible decline of 175.5 mL and a permanent loss of 24.5 mL) with each exacerbation [13–16].
4) SGRQ was used to assess health-related QoL (HRQoL) [17], with higher scores on the questionnaire corresponding to worse QoL in patients [18]. In healthy populations (no COPD), the mean SGRQ score was assigned a value of 6.0, which was used as the baseline value [17]. SGRQ has been reported to change by 0.04 per mL drop in FEV1 in COPD [18]. However, preliminary modelling showed that this value was an overestimate considering that we were modelling moderate, rather than severe, COPD; therefore, the final model assumed a 0.02-point increase in SGRQ per mL decline in FEV1.
5) Moderate exacerbations increase the probability of death in the following year by 1.8 times the death rate for the matched general population [19, 20].
In the current study, we simulated the impact of pharmacotherapy and escalation from dual bronchodilator to triple therapy on decline in FEV1, SGRQ and mortality with 1) long-acting muscarinic antagonist (LAMA)/long-acting β2-agonist (LABA) dual therapy initiated at the age of 45 and continued until the age of 75; and 2) ICS/LAMA/LABA triple therapy initiated at the age of 50, as an escalation from LAMA/LABA dual therapy initiated at the age of 45, with triple therapy continued until the age of 75. This pharmacotherapy usage pattern assumed that a delay often happens in the initiation of dual bronchodilators and that the escalation to triple therapy happens after a few years of dual bronchodilators.
Model outputs
The following treatment scenarios were investigated in this study:
No pharmacotherapy initiated between age 40–75 years (designated as the “No pharmacotherapy” group).
No pharmacotherapy before age 45, LAMA/LABA from age 45–75 (designated as the “LAMA/LABA only” group).
No pharmacotherapy before age 45, LAMA/LABA from age 45, escalation to ICS/LAMA/LABA at age 50 until age 75 (designated as the “Escalation to triple” group).
The model end-points were changes in FEV1, SGRQ and probability of survival over the age range of 40–75 years, with respect to the above treatment scenarios. Data summaries, graphical output, calculations and simulations were produced in Microsoft Excel.
Sensitivity analysis
We conducted a sensitivity analysis of our findings to understand whether they would also be applicable to a milder COPD population. Therefore, a COPD population experiencing a less-progressive exacerbation frequency of 0.5⋅year−1 (one exacerbation every 2 years) from age 40 and then 1.0⋅year−1 from age 50 was considered. Treatment scenarios included 1) no therapy between age 40–75 years; 2) no therapy from age 40–55 then LAMA/LABA from age 55; and 3) no therapy from age 40–55 then LAMA/LABA from age 55–60 followed by an escalation to triple therapy from age 60 onwards. The same end-points as the main analysis were investigated.
Results
Literature search and summary of extracted data
A total of 44 studies were identified for the development of assumptions for QoL and mortality (supplementary figure S1). The data showed that mortality in patients with COPD receiving triple therapy was lower compared with those receiving dual bronchodilator therapy and mortality for those receiving dual bronchodilator therapy was lower than in those receiving no pharmacotherapy or monotherapy [20]. SGRQ scores correlated with lung function (increasing with lung function decline and decreasing with improvement in lung function) [21, 22]. SGRQ score reduced more rapidly in patients receiving dual bronchodilator or triple therapies, whereas it increased in patients on no pharmacotherapy [7]. All data regarding the assumptions for exacerbations and lung function decline were utilised from the previous analysis [10].
Decline in lung function (FEV1)
The model-simulated rate of decline in lung function was expressed as FEV1 % predicted (figure 1a) and absolute volume (FEV1 mL; figure 1b) from age 40–75 years in a scenario of increasing exacerbations with disease progression (red line). This decline slowed when dual bronchodilator was initiated at the age of 45 years (yellow line). This decline slowed further when dual bronchodilator was escalated to triple therapy (blue line) at 50 years of age.
FIGURE 1.
Simulation model output for decline in lung function and impact of initiating dual therapy at age 45 years and escalation to triple therapy at age 50 years, measured as a) forced expiratory volume in 1 s (FEV1) % predicted and b) FEV1, mL. GOLD: Global Initiative for Chronic Obstructive Lung Disease; LAMA: long-acting muscarinic antagonist; LABA: long-acting β2-agonist; ICS: inhaled corticosteroid.
Compared with the “No pharmacotherapy” group, the “LAMA/LABA only” group had 159.1 mL preservation of lung function at the age of 75 years. The “Escalation to triple” group preserved 376.5 mL and 217.3 mL of lung function by the age of 75, compared with the “No pharmacotherapy” and “LAMA/LABA only” groups, respectively (table 1).
TABLE 1.
Forced expiratory volume in 1 s (FEV1) outcomes for various treatment scenarios of dual bronchodilator therapy versus triple therapy in COPD
| Treatment scenario | Age when FEV1 first drops <30% pred, years | Total number of exacerbations between age 40 and 75 years (mean per year) | Residual FEV1 at age 75 years, mL | Preserved FEV1 at age 75 years versus no therapy, mL | Preserved FEV1 at age 75 years for triple escalation versus LAMA/LABA only, mL |
|---|---|---|---|---|---|
| No therapy | 69.1 | 55 (1.6) | 456.5 | ||
| No therapy before age 45 years, LAMA/LABA at age 45 years, no escalation to triple | 70.6 | 43 (1.2) | 615.6 | 159.1 | |
| No therapy before age 45 years, LAMA/LABA at age 45 years, escalated to triple at 50 years | 72.2 | 33 (0.9) | 833.0 | 376.5 | 217.3 |
LAMA: long-acting muscarinic antagonist; LABA: long-acting β2-agonist.
Change in QoL (SGRQ)
The model predicted a decrease in SGRQ score in the “LAMA/LABA only” group (yellow bars) compared with the “No pharmacotherapy” group (red bars; figure 2a). A further decrease was predicted in the “Escalation to triple” group (blue bars; figure 2a).
FIGURE 2.
Simulation model output for change in St George's Respiratory Questionnaire (SGRQ) and impact of initiating dual therapy at age 45 years and escalation to triple therapy at age 50 years, measured as a) SGRQ score and b) change in SGRQ. LAMA: long-acting muscarinic antagonist; LABA: long-acting β2-agonist; ICS: inhaled corticosteroid.
In the “LAMA/LABA only” group, the SGRQ score decreased by −3.2 and by −7.5 in the “Escalation to triple” group, compared with the “No pharmacotherapy” group (figure 2b and table 2).
TABLE 2.
St George's Respiratory Questionnaire (SGRQ) outcomes for various treatment scenarios of dual versus triple therapy in COPD
| Treatment scenario | SGRQ 3-year mean at age 65–68 | SGRQ 8-year mean at age 65–73 | SGRQ at age 65 | SGRQ at age 68 | SGRQ at age 73 | SGRQ at age 75 | SGRQ difference versus no therapy at age 75 (mean over previous year) | SGRQ difference versus LAMA/LABA at age 75 (mean over previous year) |
|---|---|---|---|---|---|---|---|---|
| No therapy | 57.9 | 64.3 | 53.1 | 60.0 | 71.8 | 77.1 | ||
| No therapy before age 45, LAMA/LABA at age 45, no escalation to triple | 55.9 | 61.8 | 51.9 | 58.2 | 68.9 | 73.0 | −3.2 (−3.7) | |
| No therapy before age 45, LAMA/LABA at age 45, escalation to triple at age 50 | 53.1 | 58.5 | 49.5 | 55.4 | 65.2 | 68.6 | −7.5 (−8.5) | −4.4 (−4.8) |
LAMA: long-acting muscarinic antagonist; LABA: long-acting β2-agonist.
All-cause mortality in COPD patients
The model predicted improved survival (expressed as % probability of survival for 1 year) in the “LAMA/LABA only” group (yellow line; figure 3a), compared with the “No pharmacotherapy” group (red line; figure 3a). Survival improved further in the “Escalation to triple” group (blue line; figure 3a) from age 40–75 years.
FIGURE 3.
Simulation model output for increase in survival and impact of initiating dual therapy at age 45 years and escalation to triple therapy at age 50 years, expressed as a) % probability of survival and b) cumulative deaths per 100 000. LAMA: long-acting muscarinic antagonist; LABA: long-acting β2-agonist; ICS: inhaled corticosteroid.
Compared with the “No pharmacotherapy” group, the “LAMA/LABA only” group showed a decrease in mortality of 5.4% and the “Escalation to triple” group showed a decrease of 12.0%, resulting in an additional decrease in mortality of 6.6% in the “Escalation to triple” group (table 3 and figure 3b).
TABLE 3.
Mortality outcomes for various treatment scenarios of dual bronchodilator therapy versus triple therapy in COPD
| Age range, years | No therapy | LAMA/LABA from age 45 | Difference: no therapy versus LAMA/LABA from age 45 | LAMA/LABA from age 45 then ICS/LAMA/LABA from age 50 | Difference: no therapy versus LAMA/LABA from age 45 then ICS/LAMA/LABA from age 50 | Difference: LAMA/LABA from age 45 versus LAMA/LABA from age 45 then ICS/LAMA/LABA from age 50 |
|---|---|---|---|---|---|---|
| 65–73 | 28 868 (49.4) | 27 441 (43.9) | 1472 (5.4) | 24 759 (37.6) | 4109 (11.7) | 2682 (6.3) |
| 65–68 | 9225 (15.8) | 8413 (13.5) | 812 (2.3) | 7597 (11.5) | 1628 (4.2) | 816 (1.9) |
| 40–75 | 73 807 (76.8) | 68 573 (71.4) | 5235 (5.4) | 62 278 (64.8) | 11 529 (12.0) | 6295 (6.5) |
Data are presented as deaths per 100 000 (%). LAMA: long-acting muscarinic antagonist; LABA: long-acting β2-agonist; ICS: inhaled corticosteroid.
The sensitivity analysis demonstrated a similar pattern of results to the baseline model with a smaller decline in FEV1 in the “Escalation to triple” group, compared with the other two groups (supplementary figures S2 and S3 and supplementary table S1). Similar patterns were observed for SGRQ (supplementary figures S4 and S5 and supplementary table S2) and mortality (supplementary figures S6 and S7 and supplementary table S3).
Discussion
This modelling analysis simulated the disease progression in patients with COPD between ages 40 and 75 years and how the initiation of dual bronchodilator therapy at 45 years of age and escalation to triple therapy at 50 years of age could have potential benefits in terms of slowing down lung function decline, improving QoL and improving survival in patients with COPD. The benefits were predicted to be greater when patients escalated from dual bronchodilator to triple therapy, compared with continuing dual bronchodilator therapy. In our previous DEPICT analysis, we reported the long-term benefit of dual bronchodilator or triple therapy on lung function decline when initiated at 40, 55 and 65 years of age, but did not evaluate the impact of escalation to triple therapy from dual bronchodilator therapy neither did we investigate the impact on QoL or survival [10].
The disease course of COPD is often considered to start after 35 years of age, although in many cases, it might even have a much earlier onset. Diagnosis, however, typically occurs much later, or even following a COPD-related hospitalisation, resulting in delayed treatment [23–25]. Studies have shown that COPD is underdiagnosed and often not diagnosed until an exacerbation occurs or there is already a significant decline in lung function [1, 23–25]. According to the GOLD 2024 recommendations, treatment, in most cases, is initiated with dual bronchodilator therapy and may be escalated to triple therapy (which may occur years after bronchodilator therapy) when the criteria for exacerbations are met [1]. This pattern of practice was also reported in a Delphi survey conducted with experts from 16 countries [26]. However, exacerbations themselves are prone to be under-reported due to various factors, although such unreported exacerbations have similar or worse outcomes due to inadequate treatment [27]. As COPD is a progressive disease, it is imperative that the disease is promptly diagnosed and that therapy is initiated promptly to prevent rapid health status decline and reduce the risk exacerbations. It is also important to optimise the treatment in patients with rapidly progressing disease to limit adverse outcomes. Hence, in this analysis, we have focussed on the potential benefits of early initiation and escalation of treatment in patients with COPD, while considering the patterns of routine clinical practice.
Clinical studies report that lung function decline accelerates with increasing frequency of exacerbations [15, 28–30]. Pharmacotherapy aims to control the symptoms, reduce the frequency and severity of exacerbations, and thereby reduce lung function decline in COPD. A systematic review analysing data from approximately 33 000 patients showed that treatment of COPD resulted in a reduction of 5 mL·year−1 in lung function decline, compared with untreated COPD [31]. In our earlier DEPICT study, it was observed that early treatment might preserve lung function [10]. In the present analysis, we showed that lung function decline was attenuated when treatment was escalated from dual bronchodilator to triple therapy. However, pharmacotherapy may also improve lung function through other mechanisms not included in our model; hence, our study may underestimate the benefits of early pharmacotherapy on long-term disease progression.
Declining lung function and the occurrence of exacerbation events are significantly correlated with impairment in HRQoL. A baseline elevated SGRQ score is a significant predictor of exacerbations, hospitalisation and death [32]. A QoL worsening in the initial year of follow-up more strongly predicts 10-year mortality by any cause [33]. A decline in QoL often prompts a patient to seek advice, diagnosis and treatment, while a good QoL is an important treatment goal [34]. Studies have reported that early pharmacological intervention is associated with improved QoL [9]. In our analysis, a decrease in SGRQ score with dual bronchodilator therapy at the age of 45 years was observed (−3.2) and an additional decrease was observed when escalated to triple therapy (−4.4), indicating a possibility of the disease-modifying effects of ICS-based therapy. This is in line with clinical studies where triple therapy showed a significant decrease in SGRQ compared with ICS/LABA and LAMA/LABA [7, 35].
An increasing number and severity of exacerbations were shown to be associated with increased all-cause mortality, as well as COPD-related mortality [36]. Müllerova et al. [32] found that the risk of death was increased more than twice among patients with the poorest health status (14.3%) compared with those with the best (6.8%). Inhaled triple therapy not only has positive effects on lung physiology, symptoms and exacerbations but also shows a reduction in mortality [37]. In the phase 3 IMPACT trial, triple therapy reduced mortality compared with dual bronchodilator therapy (2.36% versus 3.19% for triple and dual bronchodilator therapy, respectively) [38].
A limitation of this analysis is that exacerbations were modelled as occurring at regular intervals, whereas, in real life, patterns of exacerbations are likely to be random. Data from short-to-medium clinical trials were used to build the model that described a disease course over 30 years due to the unavailability of long-term interventional data. The model was built on data from multiple studies and used mean estimates for a broader approach, instead of data from a single trial. Though mean estimates are presented in this analysis, there might be fast decliners who would do worse than our estimates.
We have not included multiple covariates and their plausible values. This approach over a long period would not be feasible as the events would occur at various time points (each patient developing comorbidities at different times). This approach would also require significant data, which are currently unavailable. Hence, we chose to model an average or typical patient outcome over time. This approach, however, would not influence the overall outcome, as we modelled the average outcomes over a long period of time.
We considered all LABA/LAMA and ICS/LABA/LAMA combinations to be equally effective. However, this might not be the case in the real world. While differences are likely to be minor, some head-to-head studies indicate differences in FEV1 improvements [39]. It is possible that such differences in trough FEV1 improvements could also have small, but in the long-term potentially meaningful, effects on the rate of FEV1 decline. The same could apply to differences in the ICS component. However, accounting for such differences is beyond the scope of the current study; hence, the outcomes should be interpreted with clinical observations taken into consideration.
Another limitation of our study is that the inputs for increase in FEV1, improvement in SGRQ scores and mortality benefit from different pharmacotherapies represent average values across COPD age groups, and subgroup analyses, based on eosinophil blood count and comorbid conditions, etc. were not considered. However, the aim of our study was to assess the effect of pharmacotherapy on a broad COPD population rather than a particular subgroup. Subgroup analysis could be an opportunity for future research. Also, in clinical practice, patient pathways to triple therapy may differ but this was not accounted for in our analysis. Further, we assumed a continuous progression of COPD, whereas it is possible that different subgroups or phenotypes of COPD patients show a variable natural history [40]. For this reason, we also conducted a sensitivity analysis of our findings to understand whether they are likely to be applicable to a COPD population experiencing fewer exacerbations. Additionally, we did not consider the safety profile of the inhalers or scenarios with low adherence and compliance with the treatment regimen. It should be noted that safety was not considered in this modelling exercise and that high levels of compliance and adherence, as typically found in COPD clinical trials, were assumed to apply the groups under consideration (dual (with and without switching) as well as the triple therapy group). The adverse event profile has already been modelled for pneumonia in patients receiving ICS-based triple therapy in a previous study [41]. The potential adverse effects of early treatment escalation from dual to triple therapy and how it affects the compliance and adherence over a lifetime horizon of a patient is a potential topic for further research.
Another limitation is that we evaluated the effects of pharmacotherapy on FEV1, SGRQ and mortality, which may have introduced an unintentional bias in favour of an ICS-containing regimen. However, all these parameters are well established measures of treatment efficacy and, therefore, we considered them in the current study.
The RETHINC trial [42], explored the efficacy of dual bronchodilation in patients who had an FEV1/forced vital capacity (FVC) ratio of >0.7, and showed negative results on its primary objective, a decrease in respiratory symptoms. The methodological issues for RETHINC included the short follow-up and reduced sample size (535 participants) [43]. The present model is for patients with FEV1/FVC<0.7, and it is well known that lung function decline is more rapid in mild COPD and initiation of treatment in mild COPD also holds merit. DEPICT-2 concluded a significant benefit in FEV1 % predicted of 2.48 (95% CI 1.49–3.47), and also in inspiratory capacity, which requires further research and perhaps more trials.
To our knowledge, this is the only study so far to show the potential benefits of early initiation of pharmacotherapy and escalation from dual bronchodilator to triple therapy on lung function, QoL and mortality in patients with COPD. The assumptions in this study were derived from published literature and the scenarios were based on common clinical practice. Input data included a wide variation in patient population, including those with various comorbidities, and is an average of data from multiple interventional and observational studies, which takes broad variations in COPD patients into account. The model addressed a key question about the long-term impact of pharmacotherapy on COPD, which is a lifelong disease. The results highlight the need for early diagnosis and rapid escalation to triple therapy in appropriate patients, to maximise potential long-term benefits.
Conclusion
This modelling study concludes that early initiation and early escalation of treatment from dual bronchodilator to triple therapy in patients at high risk of COPD exacerbations may be associated with long-term improvements in key outcomes such as lung function, QoL and mortality.
Supplementary material
Please note: supplementary material is not edited by the Editorial Office, and is uploaded as it has been supplied by the author.
Supplementary material 00438-2024.SUPPLEMENT (678.5KB, pdf)
Acknowledgement
D. Singh is supported by the National Institute for Health Research Manchester Biomedical Research Centre. P. Daley-Yates’ previous affiliation was Clinical Pharmacology and Experimental Medicine, GSK, London, UK, but he is currently an Independent Clinical Pharmacology Consultant.
Provenance: Submitted article, peer reviewed.
Author contributions: D. Singh, P. Daley-Yates, S. Acharya, B. Aggarwal and G. Levy had full access to the whole dataset, and contributed to conceptualisation, data curation, formal analysis, methodology, supervision, validation, visualisation, writing, review and editing of the manuscript. D.F. Litewka, J.B. Soriano, A. Rendon, F.L. Arrabal Fernandes, R. Páramo-Arroyo, T. Trinidad, H. Günen, C. Compton and A. El Hasnaoui contributed towards methodology, validation, visualisation, writing, review and editing of the manuscript.
This article has an editorial commentary: https://doi.org/10.1183/23120541.00827-2024
Conflict of interest: D. Singh has received consultancy fees from Aerogen, AstraZeneca, BIAL, Boehringer Ingelheim, Chiesi, Cipla, CSL Behring, EpiEndo, Genentech, GlaxoSmithKline, Glenmark, Gossamer Bio, Kinaset Therapeutics, Menarini, Novartis, Orion, Pulmatrix, Sanofi, Teva, Theravance Biopharma and Verona Pharma.
Conflict of interest: D.F. Litewka has received speaker fees from GSK, Novartis, AstraZeneca, Sanofi, Boehringer Ingelheim and Tuteur and has participated in advisory boards by GSK.
Conflict of interest: J.B. Soriano and H. Günen declare no conflicts of interest in this work.
Conflict of interest: A. Rendon has received consulting and speaker fees from, and participated in advisory boards for GSK, Boehringer Ingelheim, AstraZeneca, Chiesi and Sanofi; and has received travel support from Chiesi and GSK.
Conflict of interest: F.L. Arrabal Fernandes has received consulting fees and travel support from GSK, Boehringer Ingelheim and AstraZeneca and speaker fees from Abbott, GSK, AstraZeneca, Boehringer Ingelheim, Sanofi and Chiesi; has participated in advisory boards by GSK, Boehringer Ingelheim and Sanofi; and is a part of Brazilian Respiratory Society.
Conflict of interest: R. Páramo-Arroyo has received consulting fees, grants/contracts and travel support from GSK; speaker fees from GSK, AstraZeneca and Silanes; holds royalties/licenses from GSK, AstraZeneca and Lopmont; and was a part of Sociedad Mexicana de Neumología.
Conflict of interest: T. Trinidad has received consulting fees from Orient Euro Pharmaceutical Philippines; speaker fees and travel support from GSK, Orient Euro Pharmaceutical Philippines and United American Philippines; and served on the advisory of Department of Health Philippines (Clinical Practice Guideline for COPD).
Conflict of interest: S. Acharya, B. Aggarwal, G. Levy, C. Compton and A. El Hasnaoui are employees of GSK and hold GSK shares.
Conflict of interest: P. Daley-Yates received consulting fees from GSK for data analysis related to this modelling study.
Support statement: All analyses, writing and editorial support for this study were funded by GSK. Neha Deshpande from EVERSANA provided medical writing and editorial support for this manuscript, and was funded by GSK. Costello Medical provided publication coordination support and was funded by GSK. Funding information for this article has been deposited with the Crossref Funder Registry.
Data availability
The datasets generated during and/or analysed during the current study are available from the sponsor on reasonable request.
References
- 1.Agustí A, Celli BR, Criner GJ, et al. Global Initiative for Chronic Obstructive Lung Disease 2023 Report: GOLD Executive Summary. Eur Respir J 2023; 61: 2300239. doi: 10.1183/13993003.00239-2023 [DOI] [PMC free article] [PubMed] [Google Scholar]
- 2.Huang C, Kuo S, Lin L, et al. The efficacy of N-acetylcysteine in chronic obstructive pulmonary disease patients: a meta-analysis. Ther Adv Respir Dis 2023; 17: 17534666231158563. doi: 10.1177/17534666231158563 [DOI] [PMC free article] [PubMed] [Google Scholar]
- 3.Anzueto A. Impact of exacerbations on COPD. Eur Respir Rev 2010; 19: 113–118. doi: 10.1183/09059180.00002610 [DOI] [PMC free article] [PubMed] [Google Scholar]
- 4.Hurst JR, Han MK, Singh B, et al. Prognostic risk factors for moderate-to-severe exacerbations in patients with chronic obstructive pulmonary disease: a systematic literature review. Respir Res 2022; 23: 213. doi: 10.1186/s12931-022-02123-5.35999538 [DOI] [PMC free article] [PubMed] [Google Scholar]
- 5.Kerkhof M, Voorham J, Dorinsky P, et al. Association between COPD exacerbations and lung function decline during maintenance therapy. Thorax 2020; 75: 744–753. doi: 10.1136/thoraxjnl-2019-214457 [DOI] [PMC free article] [PubMed] [Google Scholar]
- 6.Martinez FJ, Rabe KF, Ferguson GT, et al. Reduced all-cause mortality in the ETHOS trial of budesonide/glycopyrrolate/formoterol for chronic obstructive pulmonary disease. A randomised, double-blind, multicenter, parallel-group study. Am J Respir Crit Care Med 2021; 203: 553–564. doi: 10.1164/rccm.202006-2618OC [DOI] [PMC free article] [PubMed] [Google Scholar]
- 7.Lipson DA, Barnhart F, Brealey N, et al. Once-daily single-inhaler triple versus dual therapy in patients with COPD. N Engl J Med 2018; 378: 1671–1680. doi: 10.1056/NEJMoa1713901 [DOI] [PubMed] [Google Scholar]
- 8.Burkes RM, Drummond MB. Initiating drug therapy in early-stage COPD: does it impact the course and outcome? Curr Opin Pulm Med 2019; 25: 132–137. doi: 10.1097/MCP.0000000000000553 [DOI] [PMC free article] [PubMed] [Google Scholar]
- 9.Welte T, Vogelmeier C, Papi A. COPD: early diagnosis and treatment to slow disease progression. Int J Clin Pract 2015; 69: 336–349. doi: 10.1111/ijcp.12522 [DOI] [PubMed] [Google Scholar]
- 10.Singh D, Litewka D, Páramo R, et al. DElaying Disease Progression In COPD with Early Initiation of Dual Bronchodilator or Triple Inhaled PharmacoTherapy (DEPICT): a predictive modelling approach. Adv Ther 2023; 40: 4282–4297. doi: 10.1007/s12325-023-02583-1 [DOI] [PMC free article] [PubMed] [Google Scholar]
- 11.Kohansal R, Martinez-Camblor P, Agustí A, et al. The natural history of chronic airflow obstruction revisited: an analysis of the Framingham offspring cohort. Am J Respir Crit Care Med 2009; 180: 3–10. doi: 10.1164/rccm.200901-0047OC [DOI] [PubMed] [Google Scholar]
- 12.Tantucci C, Modina D. Lung function decline in COPD. Int J Chron Obstruct Pulmon Dis 2012; 7: 95–99. doi: 10.2147/COPD.S27480 [DOI] [PMC free article] [PubMed] [Google Scholar]
- 13.Donaldson GC, Seemungal TA, Patel IS, et al. Longitudinal changes in the nature, severity and frequency of COPD exacerbations. Eur Respir J 2003; 22: 931–936. doi: 10.1183/09031936.03.00038303 [DOI] [PubMed] [Google Scholar]
- 14.Vestbo J, Edwards LD, Scanlon PD, et al. Changes in forced expiratory volume in 1 second over time in COPD. N Engl J Med 2011; 365: 1184–1192. doi: 10.1056/NEJMoa1105482 [DOI] [PubMed] [Google Scholar]
- 15.Dransfield MT, Kunisaki KM, Strand MJ, et al. Acute exacerbations and lung function loss in smokers with and without chronic obstructive pulmonary disease. Am J Respir Crit Care Med 2017; 195: 324–330. doi: 10.1164/rccm.201605-1014OC [DOI] [PMC free article] [PubMed] [Google Scholar]
- 16.Cote CG, Dordelly LJ, Celli BR. Impact of COPD exacerbations on patient-centered outcomes. Chest 2007; 131: 696–704. doi: 10.1378/chest.06-1610 [DOI] [PubMed] [Google Scholar]
- 17.Jones P. St George's Respiratory Questionnaire Manual. Date last accessed: April 2024. Date last updated: March 2022. www.sgul.ac.uk/research/research-operations/research-administration/st-georges-respiratory-questionnaire/docs/SGRQ-Manual-March-2022.pdf
- 18.Jones PW, Beeh KM, Chapman KR, et al. Minimal clinically important differences in pharmacological trials. Am J Respir Crit Care Med 2014; 189: 250–255. doi: 10.1164/rccm.201310-1863PP [DOI] [PubMed] [Google Scholar]
- 19.Celli B, Locantore N, Yates JC, et al. Markers of disease activity in COPD: an 8-year mortality study in the ECLIPSE cohort. Eur Respir J 2021; 57: 2001339. doi: 10.1183/13993003.01339-2020 [DOI] [PMC free article] [PubMed] [Google Scholar]
- 20.Calverley PMA, Anderson JA, Celli B, et al. Salmeterol and fluticasone propionate and survival in chronic obstructive pulmonary disease. N Engl J Med 2007; 356: 775–789. doi: 10.1056/NEJMoa063070 [DOI] [PubMed] [Google Scholar]
- 21.Lutter JI, Jörres RA, Kahnert K, et al. Health-related quality of life associates with change in FEV1 in COPD: results from the COSYCONET cohort. BMC Pulm Med 2020; 20: 148. doi: 10.1186/s12890-020-1147-5 [DOI] [PMC free article] [PubMed] [Google Scholar]
- 22.Application of Liu Tao, “Cai Boros. St. George's respiratory questionnaire in quality of life assessment of patients with chronic obstructive pulmonary disease”. In: Proceedings of the 2008 Beijing Annual Conference Papers of Respiratory Professionals, 2008; pp. 206–207.
- 23.Simpson SJ, Turkovic L, Wilson AC, et al. Lung function trajectories throughout childhood in survivors of very preterm birth: a longitudinal cohort study. Lancet Child Adolesc Health 2018; 2: 350–359. doi: 10.1016/S2352-4642(18)30064-6 [DOI] [PubMed] [Google Scholar]
- 24.Deolmi M, Decarolis NM, Motta M, et al. Early origins of chronic obstructive pulmonary disease: prenatal and early life risk factors. Int J Environ Res Public Health 2023; 20: 2294. doi: 10.3390/ijerph20032294 [DOI] [PMC free article] [PubMed] [Google Scholar]
- 25.Soriano JB, Zielinski J, Price D. Screening for and early detection of chronic obstructive pulmonary disease. Lancet 2009; 374: 721–732. doi: 10.1016/S0140-6736(09)61290-3 [DOI] [PubMed] [Google Scholar]
- 26.Anzueto A, Cohen M, Echazarreta AL, et al. Delphi consensus on clinical applications of GOLD 2023 recommendations in COPD management: how aligned are recommendations with clinical practice? Pulm Ther 2024; 10: 69–84. doi: 10.1007/s41030-023-00248-6 [DOI] [PMC free article] [PubMed] [Google Scholar]
- 27.Jones P, Alzaabi A, Casas Herrera A, et al. Understanding the gaps in the reporting of COPD exacerbations by patients: a review. COPD 2024; 21: 2316594. doi: 10.1080/15412555.2024.2316594 [DOI] [PubMed] [Google Scholar]
- 28.Halpin DMG, Decramer M, Celli BR, et al. Effect of a single exacerbation on decline in lung function in COPD. Respir Med 2017; 128: 85–91. doi: 10.1016/j.rmed.2017.04.013 [DOI] [PubMed] [Google Scholar]
- 29.Calverley PMA, Anderson JA, Brook RD, et al. Fluticasone furoate, vilanterol, and lung function decline in patients with moderate chronic obstructive pulmonary disease and heightened cardiovascular risk. Am J Respir Crit Care Med 2018; 197: 47–55. doi: 10.1164/rccm.201610-2086OC [DOI] [PubMed] [Google Scholar]
- 30.Larsson K, Janson C, Lisspers K, et al. The impact of exacerbation frequency on clinical and economic outcomes in Swedish COPD patients: the ARCTIC study. Int J Chron Obstruct Pulmon Dis 2021; 16: 701–713. doi: 10.2147/COPD.S297943 [DOI] [PMC free article] [PubMed] [Google Scholar]
- 31.Celli BR, Anderson JA, Cowans NJ, et al. Pharmacotherapy and lung function decline in patients with chronic obstructive pulmonary disease. A systematic review. Am J Respir Crit Care Med 2021; 203: 689–698. doi: 10.1164/rccm.202005-1854OC [DOI] [PMC free article] [PubMed] [Google Scholar]
- 32.Müllerova H, Gelhorn H, Wilson H, et al. St George's respiratory questionnaire score predicts outcomes in patients with COPD: analysis of individual patient data in the COPD Biomarkers Qualification Consortium database. Chronic Obstr Pulm Dis 2017; 4: 141–149. [DOI] [PMC free article] [PubMed] [Google Scholar]
- 33.Havlucu Y, Yorgancıoglu A, Coskun AS, et al. Does one year change in quality of life predict the mortality in patients with chronic obstructive pulmonary disease? Prospective cohort study. J Thorac Dis 2019; 11: 3626–3632. doi: 10.21037/jtd.2019.07.89 [DOI] [PMC free article] [PubMed] [Google Scholar]
- 34.Miravitlles M, Ribera A. Understanding the impact of symptoms on the burden of COPD. Respir Res 2017; 18: 67. doi: 10.1186/s12931-017-0548-3 [DOI] [PMC free article] [PubMed] [Google Scholar]
- 35.Lipson DA, Barnacle H, Birk R, et al. FULFIL trial: once-daily triple therapy for patients with chronic obstructive pulmonary disease. Am J Respir Crit Care Med 2017; 196: 438–446. doi: 10.1164/rccm.201703-0449OC [DOI] [PubMed] [Google Scholar]
- 36.Whittaker H, Rubino A, Müllerová H, et al. Frequency and severity of exacerbations of COPD associated with future risk of exacerbations and mortality: a UK routine health care data study. Int J Chron Obstruct Pulmon Dis 2022; 17: 427–437. doi: 10.2147/COPD.S346591 [DOI] [PMC free article] [PubMed] [Google Scholar]
- 37.Andreas S, Taube C. Inhaled therapy reduces COPD mortality. ERJ Open Res 2020; 6: 00634-2020. doi: 10.1183/23120541.00634-2020 [DOI] [PMC free article] [PubMed] [Google Scholar]
- 38.Lipson DA, Crim C, Criner GJ, et al. Reduction in all-cause mortality with fluticasone furoate/umeclidinium/vilanterol in patients with chronic obstructive pulmonary disease. Am J Respir Crit Care Med 2020; 201: 1508–1516. doi: 10.1164/rccm.201911-2207OC [DOI] [PMC free article] [PubMed] [Google Scholar]
- 39.Maltais F, Ferguson GT, Feldman GJ, et al. A randomized, double-blind, double-dummy study of glycopyrrolate/formoterol fumarate metered dose inhaler relative to umeclidinium/vilanterol dry powder inhaler in COPD. Adv Ther 2019; 36: 2434–2449. doi: 10.1007/s12325-019-01015-3 [DOI] [PubMed] [Google Scholar]
- 40.Rennard SI, Vestbo J. The many “small COPDs”: COPD should be an orphan disease. Chest 2008; 134: 623–627. doi: 10.1378/chest.07-3059 [DOI] [PubMed] [Google Scholar]
- 41.Aggarwal B, Jones P, Casas A, et al. Association between increased risk of pneumonia with ICS in COPD: a continuous variable analysis of patient factors from the IMPACT study. Pulm Ther 2024; 10: 183–192. doi: 10.1007/s41030-024-00255-1 [DOI] [PMC free article] [PubMed] [Google Scholar]
- 42.Han MK, Ye W, Wang D, et al. Bronchodilators in tobacco-exposed persons with symptoms and preserved lung function. N Engl J Med 2022; 387: 1173–1184. doi: 10.1056/NEJMoa2204752 [DOI] [PMC free article] [PubMed] [Google Scholar]
- 43.Sin DD. RETHINCking COPD — bronchodilators for symptomatic tobacco-exposed persons with preserved lung function? N Engl J Med 2022; 387: 1230–1231. doi: 10.1056/NEJMe2210347 [DOI] [PubMed] [Google Scholar]
Associated Data
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Supplementary Materials
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Supplementary material 00438-2024.SUPPLEMENT (678.5KB, pdf)
Data Availability Statement
The datasets generated during and/or analysed during the current study are available from the sponsor on reasonable request.



